{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 鸢尾花数据集准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f_name = os.path.join(\"./data/\", \"iris.data\")\n",
    "df = pd.read_csv(f_name, names=[\"sepal length\", \"sepal width\", \"petal length\", \"petal width\", \"class\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Seaborn 模块使用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 demo-1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x115f54390>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115f54b38>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df, hue=\"class\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 demo-2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as plt\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use(\"ggplot\")\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1299a24e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(7, 7))\n",
    "sns.set(style=\"white\", palette=\"muted\")\n",
    "sns.violinplot(x=df[\"class\"], y=df[\"sepal length\"], ax=ax[0, 0])\n",
    "sns.violinplot(x=df[\"class\"], y=df[\"sepal width\"], ax=ax[0, 1])\n",
    "sns.violinplot(x=df[\"class\"], y=df[\"sepal length\"], ax=ax[1, 0])\n",
    "sns.violinplot(x=df[\"class\"], y=df[\"sepal width\"], ax=ax[1, 1])\n",
    "fig.suptitle(\"Wiolin Plots\", fontsize=16, y=1.03)\n",
    "\n",
    "for i in ax.flat:\n",
    "    plt.setp(i.get_xticklabels(), rotation=-90)\n",
    "\n",
    "fig.tight_layout()"
   ]
  }
 ],
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   "display_name": "Python 3",
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